{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-means 算法\n",
    "在这个练习中，将实现K-means算法并将其用于图像压缩。通过减少图像中出现的颜色的数量，只剩下那些在图像中最常见的颜色。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.io import loadmat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding closest centroids（找到最近的质心）\n",
    "在K-means算法的“聚类分配”阶段，该算法在给定质心当前位置的情况下，将每个训练样本x（i）分配到其最近的质心。\n",
    "![](https://imgconvert.csdnimg.cn/aHR0cHM6Ly91cGxvYWQtaW1hZ2VzLmppYW5zaHUuaW8vdXBsb2FkX2ltYWdlcy8xMTAyMzI2Mi01YmMzNzc4OTc2ZTQ5NTVjLnBuZw)\n",
    "式中，$c^{（i）}$是最接近$x^{（i）}$的质心的指数，$µ_j$是第j个质心的位置（值）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def findClosestCentroids(X, centroids):\n",
    "    \"\"\"\n",
    "    找出聚类中心,其中输入是数据X与初始聚类中心centroids,\n",
    "    输出是距离聚类中心最接近的索引.\n",
    "    \"\"\"\n",
    "    idx = []\n",
    "    max_dist = 1000000  # 限制一下最大距离\n",
    "    for i in range(len(X)):\n",
    "        minus = X[i] - centroids  # 数据与聚类中心的距离\n",
    "        dist = minus[:,0]**2 + minus[:,1]**2# 计算2次方那个式子\n",
    "        if dist.min() < max_dist:\n",
    "            ci = np.argmin(dist)\n",
    "            idx.append(ci)\n",
    "    return np.array(idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试实例\n",
    "接下来使用作业提供的例子，自定义一个centroids,[3, 3], [6, 2], [8, 5]，算出结果idx[0:3]应该是 [0, 2, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 2 1]\n"
     ]
    }
   ],
   "source": [
    "mat = loadmat('date/ex7data2.mat')\n",
    "# print(mat.keys())\n",
    "X = mat['X']\n",
    "init_centroids = np.array([[3, 3], [6, 2], [8, 5]])\n",
    "idx = findClosestCentroids(X, init_centroids)\n",
    "print(idx[0:3])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Computing centroid means（计算质心平均值）\n",
    "将分配好每一个数据对应的聚类中心后，第二阶段是需要重新计算每个聚类中心，该值为这个聚类中心所有点位置的均值。对于每一个聚类中心 K 都设为：\n",
    "![](https://imgconvert.csdnimg.cn/aHR0cHM6Ly91cGxvYWQtaW1hZ2VzLmppYW5zaHUuaW8vdXBsb2FkX2ltYWdlcy8xMTAyMzI2Mi04ZjhiYmQyZmFjNDkzN2Y5LnBuZw)\n",
    "其中，$C_{(k)}$ 分配给聚类中心 K 的样本集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def computeCentroids(X, idx):\n",
    "    centroids = []\n",
    "    for i in range(len(np.unique(idx))):  # np.unique() means K\n",
    "        u_k = X[idx==i].mean(axis=0)  # 求每列的平均值\n",
    "        centroids.append(u_k)\n",
    "        \n",
    "    return np.array(centroids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.42830111, 3.15792418],\n",
       "       [5.81350331, 2.63365645],\n",
       "       [7.11938687, 3.6166844 ]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "computeCentroids(X, idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 在数据集上使用K-均值 \n",
    "在这部分将进行利用样本集使用K-means算法的迭代次数和可视化结果。为了使用算法，需要将样本分配给最近的簇并重新计算簇的聚类中心。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotData(X, centroids, idx=None):\n",
    "    \"\"\"\n",
    "    可视化数据，并自动分开着色。\n",
    "    idx: 最后一次迭代生成的idx向量，存储每个样本分配的簇中心点的值\n",
    "    centroids: 包含每次中心点历史记录\n",
    "    \"\"\"\n",
    "    colors = ['red','g','b','gold','darkorange','salmon','olivedrab', \n",
    "              'maroon', 'navy', 'sienna', 'tomato', 'lightgray', 'gainsboro']\n",
    "    \n",
    "    assert len(centroids[0]) <= len(colors), 'colors not enough '\n",
    "      \n",
    "    subX = []  # 分号类的样本点\n",
    "    if idx is not None:\n",
    "        for i in range(centroids[0].shape[0]):\n",
    "            x_i = X[idx == i]\n",
    "            subX.append(x_i)\n",
    "\n",
    "    else:\n",
    "        subX = [X]  # 将X转化为一个元素的列表，每个元素为每个簇的样本集，方便下方绘图\n",
    "    \n",
    "    # 分别画出每个簇的点，并着不同的颜色\n",
    "    plt.figure(figsize=(8,5))    \n",
    "    for i in range(len(subX)):\n",
    "        xx = subX[i]\n",
    "        plt.scatter(xx[:,0], xx[:,1], c=colors[i], label='Cluster %d'%i)\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('x1',fontsize=14)\n",
    "    plt.ylabel('x2',fontsize=14)\n",
    "    plt.title('Plot of X Points',fontsize=16)\n",
    "    \n",
    "    # 画出簇中心点的移动轨迹\n",
    "    xx, yy = [], []\n",
    "    for centroid in centroids:\n",
    "        xx.append(centroid[:,0])\n",
    "        yy.append(centroid[:,1])\n",
    "    \n",
    "    plt.plot(xx, yy, 'kx--', markersize=8)\n",
    "                         \n",
    "plotData(X, [init_centroids])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means iteration 1/20\n",
      "K-Means iteration 2/20\n",
      "K-Means iteration 3/20\n",
      "K-Means iteration 4/20\n",
      "K-Means iteration 5/20\n",
      "K-Means iteration 6/20\n",
      "K-Means iteration 7/20\n",
      "K-Means iteration 8/20\n",
      "K-Means iteration 9/20\n",
      "K-Means iteration 10/20\n",
      "K-Means iteration 11/20\n",
      "K-Means iteration 12/20\n",
      "K-Means iteration 13/20\n",
      "K-Means iteration 14/20\n",
      "K-Means iteration 15/20\n",
      "K-Means iteration 16/20\n",
      "K-Means iteration 17/20\n",
      "K-Means iteration 18/20\n",
      "K-Means iteration 19/20\n",
      "K-Means iteration 20/20\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def runKmeans(X, centroids, max_iters):\n",
    "    K = len(centroids)\n",
    "    \n",
    "    centroids_all = []\n",
    "    centroids_all.append(centroids)\n",
    "    centroid_i = centroids\n",
    "    for i in range(max_iters):\n",
    "        print('K-Means iteration {}/{}'.format((i + 1),max_iters))\n",
    "        #找每个训练样本距离最近的聚类中心\n",
    "        idx = findClosestCentroids(X, centroid_i)\n",
    "        #重新计算新的聚类中心\n",
    "        centroid_i = computeCentroids(X, idx)\n",
    "        centroids_all.append(centroid_i)\n",
    "    \n",
    "    return idx, centroids_all\n",
    "    \n",
    "idx, centroids_all = runKmeans(X, init_centroids, 20)\n",
    "plotData(X, centroids_all, idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  从上面图1经过20次迭代得到图2，黑色的叉叉表示的是聚类中心的位置，黑线表示聚类中心移动的过程，最后聚类中心能够找到合适的位置。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 随机初始化 Random initialization\n",
    "在运行 K-均值算法的之前，我们首先要随机初始化所有的聚类中心点，下面介绍怎样\n",
    "做：\n",
    "我们应该选择K < m，即聚类中心点的个数要小于所有训练集实例的数量\n",
    "随机选择K个训练实例，然后令K个聚类中心分别与这K个训练实例相等\n",
    "K-均值的一个问题在于，它有可能会停留在一个局部最小值处，而这取决于初始化的情况。\n",
    "为了解决这个问题，我们通常需要多次运行 K-均值算法，每一次都重新进行随机初始化，最后再比较多次运行 K-均值的结果，选择代价函数最小的结果。但是如果K较大，这么做也可能不会有明显地改善。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在运行 K-Means 算法之前，首先要随机初始化所有的聚类中心点，步骤如下：\n",
    "（1）应该选择 $K<m$，即聚类中心点的个数要小于所有训练集实例的数量。\n",
    "（2）随机选择 K个训练实例，然后令 K个聚类中心分别与这 K个训练实例相等。\n",
    "K-means算法存在一个问题：它有可能会停留在一个局部最小值处，这往往取决于初始化的状态。因此改进初始化的方式是进行多次随机初始化，比较多次运行K-means的结果，最终选择损失函数最小的结果。\n",
    "编写随机初始化的函数代码，并进行三次随机初始化操作："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def initCentroids(X, K):\n",
    "    \"\"\"随机初始化\"\"\"\n",
    "    m, n = X.shape\n",
    "    idx = np.random.choice(m, K)#numpy.random.choice(a, size=None, replace=True, p=None)从a（数组）中选取size（维度）大小的随机数，\n",
    "    #replace=True表示可重复抽取，p是a中每个数出现的概率。若a是整数，则a代表的数组是arange(a)。\n",
    "    centroids = X[idx]\n",
    "    \n",
    "    return centroids "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进行三次随机初始化，看下各自的效果。对比三组结果，发现第一组结果最理想，这是因为聚类中心落在了局部最优的范围里。结果输出的是聚类后的结果图、聚类中心的移动方向和位置以及随机选取的聚类中心。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means iteration 1/10\n",
      "K-Means iteration 2/10\n",
      "K-Means iteration 3/10\n",
      "K-Means iteration 4/10\n",
      "K-Means iteration 5/10\n",
      "K-Means iteration 6/10\n",
      "K-Means iteration 7/10\n",
      "K-Means iteration 8/10\n",
      "K-Means iteration 9/10\n",
      "K-Means iteration 10/10\n",
      "[[7.39807241 3.48487031]\n",
      " [3.00708934 4.67897758]\n",
      " [3.93616029 1.46202934]]\n",
      "K-Means iteration 1/10\n",
      "K-Means iteration 2/10\n",
      "K-Means iteration 3/10\n",
      "K-Means iteration 4/10\n",
      "K-Means iteration 5/10\n",
      "K-Means iteration 6/10\n",
      "K-Means iteration 7/10\n",
      "K-Means iteration 8/10\n",
      "K-Means iteration 9/10\n",
      "K-Means iteration 10/10\n",
      "[[0.37963437 5.26194729]\n",
      " [6.5870565  3.37508345]\n",
      " [7.21684033 2.72896575]]\n",
      "K-Means iteration 1/10\n",
      "K-Means iteration 2/10\n",
      "K-Means iteration 3/10\n",
      "K-Means iteration 4/10\n",
      "K-Means iteration 5/10\n",
      "K-Means iteration 6/10\n",
      "K-Means iteration 7/10\n",
      "K-Means iteration 8/10\n",
      "K-Means iteration 9/10\n",
      "K-Means iteration 10/10\n",
      "[[1.96547974 1.2173076 ]\n",
      " [4.60630534 3.329458  ]\n",
      " [1.53178107 1.10054852]]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    centroids = initCentroids(X, 3)\n",
    "    idx, centroids_all = runKmeans(X, centroids, 10)\n",
    "    plotData(X, centroids_all, idx)\n",
    "    print(centroids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-均值图像压缩 Image compression with K-means\n",
    "在这部分练习中，将会用K-means算法来进行图像的压缩。有一幅24位颜色的图像，每一个像素被表示为三个8位的无符号整数（0~255），并指定了红、绿和蓝的亮度值。这样的编码通常被称为RGB编码。\n",
    "\n",
    "在这里，将会把图像的颜色数量减少到16种。这可以有效地压缩图像，具体操作是只要存储所选择的16种RGB的值，对于图像中的每一个像素，只需要将这个颜色的索引存储在这个颜色的位置（即，只需要4 bits就能表示16种可能性）。下面，用K-means算法选择16种颜色，用于图像压缩。具体地，要把原始图像的每个像素看成一个数据样本，并使用K-means算法找出在RGB中分组最好的16种颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 128, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io#它的大名是ski-image，所以安装命令为！pip install ski-image\n",
    "\n",
    "A = io.imread('date/bird_small.png')\n",
    "print(A.shape)\n",
    "plt.imshow(A);\n",
    "A = A/255.  #数据归一化(除以255，使所有值都在0-1范围内)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means iteration 1/10\n",
      "K-Means iteration 2/10\n",
      "K-Means iteration 3/10\n",
      "K-Means iteration 4/10\n",
      "K-Means iteration 5/10\n",
      "K-Means iteration 6/10\n",
      "K-Means iteration 7/10\n",
      "K-Means iteration 8/10\n",
      "K-Means iteration 9/10\n",
      "K-Means iteration 10/10\n"
     ]
    }
   ],
   "source": [
    "#  Reshape the image into an (N,3) matrix where N = number of pixels.\n",
    "#  Each row will contain the Red, Green and Blue pixel values\n",
    "#  This gives us our dataset matrix X that we will use K-Means on.\n",
    "X = A.reshape(-1, 3)#reshape(-1,3)含义是将A的矩阵转换为3列，尚不知多少行，用-1代替\n",
    "K = 16#设定聚类中心的个数\n",
    "centroids = initCentroids(X, K)# 随机初始化聚类中心\n",
    "idx, centroids_all = runKmeans(X, centroids, 10)#运行聚类算法,计算聚类中心\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x176d84d2fc8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = np.zeros(X.shape)\n",
    "centroids = centroids_all[-1]\n",
    "for i in range(len(centroids)):\n",
    "    img[idx == i] = centroids[i]\n",
    "    \n",
    "img = img.reshape((128, 128, 3))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12,6))\n",
    "axes[0].imshow(A)\n",
    "axes[1].imshow(img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
